{"id":"W4404029802","doi":"10.1007/s10624-024-09748-6","title":"Migrant labor and community work-sharing as an alternative to social grants and public works programs: notes from South Africa","year":2024,"lang":"en","type":"article","venue":"Dialectical Anthropology","topic":"Migration and Labor Dynamics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"Social Sciences and Humanities Research Council","keywords":"Community work; Work (physics); Public work; Social work; Sociology; Political science; Public administration; Economic growth; Economics; Law","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0004914565,0.0001443925,0.0002281251,0.0001059308,0.001462816,0.0005957423,0.0002030445,0.0002044606,0.0003849121],"category_scores_gemma":[0.0007649238,0.0001307327,0.00003576075,0.0006163878,0.001829349,0.0002379482,0.0001398086,0.0005540571,0.00002994214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005414227,"about_ca_system_score_gemma":0.00009446378,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01677265,"about_ca_topic_score_gemma":0.09121062,"domain_scores_codex":[0.9980767,0.0007718436,0.0001781884,0.0003483503,0.0001819943,0.0004428638],"domain_scores_gemma":[0.9988335,0.0006152337,0.00003146804,0.0001160727,0.00009292061,0.0003107817],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009692885,0.0003548034,0.03176559,0.00001552774,0.0001015102,0.00003020843,0.7495078,5.26836e-7,0.00003957246,0.1152132,0.0001322318,0.1027421],"study_design_scores_gemma":[0.001993449,0.00230971,0.04556684,0.0003707909,0.0003247964,0.00001091955,0.5327396,0.006721061,0.0000702429,0.2719721,0.1358317,0.00208883],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.971081,0.0004204635,0.001377479,0.02554994,0.0004977144,0.0002449593,0.00005088739,0.0001702564,0.0006072933],"genre_scores_gemma":[0.9986581,0.000128878,0.0002742789,0.0004314318,0.000345415,0.00002818648,0.00002483871,0.00001593479,0.00009297431],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2167682,"threshold_uncertainty_score":0.9998372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06634033557229951,"score_gpt":0.3665717944319406,"score_spread":0.3002314588596411,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}